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Real-world

Benchmarks

Task NameDataset NameSOTA ResultTrend
Motion MagnificationReal-world (test)
Motion Error0.26
78
Anomaly DetectionReal-world datasets
AUCROC0.921
33
ProCams simulationReal-world Novel Viewpoints
PSNR26.1
16
ProCams simulationReal-world benchmark dataset Trained Viewpoints
PSNR26.65
16
Semantic SegmentationReal-world
Dice0.5955
14
Video Frame ReconstructionReal-World
FID184.2509
10
Event-based video frame reconstructionReal-World
MSE0.0612
10
Passive mappingReal world (test)
F1 Score55.5
10
Image ClassificationReal-world Seegene
Accuracy99.22
9
Insert PlugReal-world 1.0 (test)
Success Rate0.45
8
Homogeneous Image DehazingReal World
r_net0.6
8
Video RestorationReal-world dataset
BRISQUE41.8
7
Time-series counterfactual estimationReal world
Total Steps1.372
6
Task CompletionReal-world (test)
Score8.09
6
PersonalizationReal-world (test)
Score7.35
6
Robotic ManipulationReal-World
Average ATP0.6
6
Pen StabilizeReal-world
Success Rate0.746
6
Gear AssemblyReal-world
Success Rate81.1
6
USB InsertReal-world
Success Rate85.7
6
Peg-in-HoleReal-world
Success Rate95
6
GraspingReal-world (seen objects)
Success Rate83.3
6
Pick-and-PlaceReal-world (seen objects)
Success Rate90
6
Pick & PlaceReal-World Unseen Instance
Success Rate6,500
6
Blind Image DenoisingReal-world datasets (test)
MUSIQ69.7278
6
Super-ResolutionReal-world wild
PSNR18.04
6
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